Never mind the metrics - what about the uncertainty? Visualising binary confusion matrix metric distributions to put performance in perspective.
David R. LovellDimity MillerJaiden CapraAndrew P. BradleyPublished in: ICML (2023)
Keyphrases
- confusion matrix
- evaluation metrics
- euclidean metric
- quality metrics
- error metrics
- confusion matrices
- artificial intelligence
- mahalanobis metric
- chi squared
- probability measures
- similarity metric
- uncertain data
- probability measure
- metric space
- distance function
- probability distribution
- random variables
- image quality metrics
- kullback leibler divergence
- precision and recall
- possibility theory
- gaussian distribution
- scoring metrics
- conditional probabilities
- probability distribution function
- rank correlation
- multi class svm
- support vector machine
- high dimensional
- support vector